A central bank of Canada runs a distribution network and maintains an inventory of bank notes at regional distribution points for multiple types of denominations. Both shortage and capacity overage of notes at the regional inventories need to be avoided. The goal of this research exploration is to come up with a forecasting model that can help the Bank Note Distribution System (BNDS) operations team to provide the right amount of notes in the right place at the right time.